Day 8 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295524
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 9 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 8 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 6 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 11 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 10 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -101.2673158)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32188 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:37:33.225145
Analysis finished	2022-12-20 08:39:26.634775
Duration	1 minute and 53.41 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295524
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45467.083

Minimum	0
Maximum	90909.588
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4547.8514
Q1	22760.241
median	45478.334
Q3	68198.19
95-th percentile	86365.708
Maximum	90909.588
Range	90909.588
Interquartile range (IQR)	45437.949

Descriptive statistics

Standard deviation	26242.884
Coefficient of variation (CV)	0.57718424
Kurtosis	-1.1998183
Mean	45467.083
Median Absolute Deviation (MAD)	22719.05
Skewness	-0.0010804931
Sum	1.3436614 × 10¹⁰
Variance	6.8868895 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60659.193	1	< 0.1%
60630.765	1	< 0.1%
60630.456	1	< 0.1%
60630.147	1	< 0.1%
60629.838	1	< 0.1%
60629.53	1	< 0.1%
60629.22	1	< 0.1%
60628.911	1	< 0.1%
60628.602	1	< 0.1%
Other values (295514)	295514	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.31	1	< 0.1%
0.619	1	< 0.1%
0.927	1	< 0.1%
1.236	1	< 0.1%
1.544	1	< 0.1%
1.853	1	< 0.1%
2.161	1	< 0.1%
2.468	1	< 0.1%
2.778	1	< 0.1%

Value	Count	Frequency (%)
90909.588	1	< 0.1%
90909.279	1	< 0.1%
90908.971	1	< 0.1%
90908.663	1	< 0.1%
90908.353	1	< 0.1%
90908.044	1	< 0.1%
90907.735	1	< 0.1%
90907.427	1	< 0.1%
90907.117	1	< 0.1%
90906.81	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	305
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8996143

Minimum	0
Maximum	20
Zeros	32188
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4287822
Coefficient of variation (CV)	0.64939724
Kurtosis	-1.233895
Mean	9.8996143
Median Absolute Deviation (MAD)	6.67
Skewness	0.0093150247
Sum	2925573.6
Variance	41.329241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32188	10.9%
17.78	29276	9.9%
8.89	29268	9.9%
6.67	29263	9.9%
4.44	29230	9.9%
15.56	29228	9.9%
13.33	29225	9.9%
20	29224	9.9%
2.22	29219	9.9%
11.11	29106	9.8%
Other values (295)	297	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32188	10.9%
0.2666	1	< 0.1%
0.404	2	< 0.1%
0.5217	1	< 0.1%
0.5905	1	< 0.1%
0.5999	1	< 0.1%
0.667	1	< 0.1%
0.6934	1	< 0.1%
0.8179	1	< 0.1%
1.14	1	< 0.1%

Value	Count	Frequency (%)
20	29224	9.9%
19.9334	1	< 0.1%
19.818	1	< 0.1%
19.64	1	< 0.1%
19.627	1	< 0.1%
19.5911	1	< 0.1%
19.2563	1	< 0.1%
18.5792	1	< 0.1%
18.4504	1	< 0.1%
18.2595	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	18684
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.019333

Minimum	16.39
Maximum	71.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.39
5-th percentile	22.53
Q1	35.59
median	46.11
Q3	54.79
95-th percentile	64.22
Maximum	71.96
Range	55.57
Interquartile range (IQR)	19.2

Descriptive statistics

Standard deviation	12.364203
Coefficient of variation (CV)	0.27464207
Kurtosis	-0.72469097
Mean	45.019333
Median Absolute Deviation (MAD)	9.46
Skewness	-0.15852084
Sum	13304293
Variance	152.87351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.91	5491	1.9%
21.97	4893	1.7%
37.19	4299	1.5%
31.83	4193	1.4%
50.74	4067	1.4%
30.75	3882	1.3%
45.59	3594	1.2%
49.73	3308	1.1%
46.63	3224	1.1%
43.51	3203	1.1%
Other values (18674)	255370	86.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.39	863	0.3%
16.3901	1	< 0.1%
16.3904	1	< 0.1%
16.3908	1	< 0.1%
16.3917	1	< 0.1%
16.5247	1	< 0.1%
16.5655	1	< 0.1%
16.6957	1	< 0.1%
16.7382	1	< 0.1%
16.8662	1	< 0.1%

Value	Count	Frequency (%)
71.96	608	0.2%
71.9598	2	< 0.1%
71.9595	2	< 0.1%
71.9592	2	< 0.1%
71.9461	1	< 0.1%
71.9165	1	< 0.1%
71.8972	1	< 0.1%
71.8738	1	< 0.1%
71.7986	1	< 0.1%
71.7681	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	2776
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.336311

Minimum	26.14
Maximum	26.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	26.14
5-th percentile	26.22
Q1	26.3
median	26.34
Q3	26.38
95-th percentile	26.46
Maximum	26.5
Range	0.36
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.074718757
Coefficient of variation (CV)	0.0028371004
Kurtosis	-0.74319313
Mean	26.336311
Median Absolute Deviation (MAD)	0.04
Skewness	-0.18197392
Sum	7783012
Variance	0.0055828927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.38	62532	21.2%
26.3	61366	20.8%
26.34	38923	13.2%
26.42	30461	10.3%
26.22	29095	9.8%
26.46	26583	9.0%
26.26	21287	7.2%
26.18	9178	3.1%
26.3001	442	0.1%
26.3399	439	0.1%
Other values (2766)	15218	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26.14	173	0.1%
26.1401	4	< 0.1%
26.1408	1	< 0.1%
26.1411	1	< 0.1%
26.1419	1	< 0.1%
26.142	1	< 0.1%
26.1424	1	< 0.1%
26.1426	1	< 0.1%
26.1434	1	< 0.1%
26.1437	1	< 0.1%

Value	Count	Frequency (%)
26.5	52	< 0.1%
26.4993	1	< 0.1%
26.4989	1	< 0.1%
26.4975	1	< 0.1%
26.4951	1	< 0.1%
26.4943	1	< 0.1%
26.4896	1	< 0.1%
26.4881	1	< 0.1%
26.4877	1	< 0.1%
26.4869	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11423
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94339

Minimum	0
Maximum	272.8193
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7516
Q1	239.8952
median	239.972
Q3	240.0455
95-th percentile	240.18389
Maximum	272.8193
Range	272.8193
Interquartile range (IQR)	0.1503

Descriptive statistics

Standard deviation	1.8934362
Coefficient of variation (CV)	0.0078911787
Kurtosis	11868.472
Mean	239.94339
Median Absolute Deviation (MAD)	0.0752
Skewness	-101.26732
Sum	70909030
Variance	3.5851005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.9789	146	< 0.1%
239.9889	139	< 0.1%
239.9769	135	< 0.1%
239.9658	135	< 0.1%
239.9771	133	< 0.1%
239.9788	133	< 0.1%
239.9368	132	< 0.1%
239.962	131	< 0.1%
239.9913	131	< 0.1%
239.9436	131	< 0.1%
Other values (11413)	294178	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
0.154	1	< 0.1%
0.5958	1	< 0.1%
1.0406	1	< 0.1%
9.0692	1	< 0.1%
18.8232	1	< 0.1%
60.0295	1	< 0.1%
82.7453	1	< 0.1%
92.1943	1	< 0.1%
101.6187	1	< 0.1%

Value	Count	Frequency (%)
272.8193	1	< 0.1%
264.8978	1	< 0.1%
262.6104	1	< 0.1%
261.5421	1	< 0.1%
260.6414	1	< 0.1%
260.4117	1	< 0.1%
260.2719	1	< 0.1%
255.5868	1	< 0.1%
255.4439	1	< 0.1%
255.3575	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1720
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35484758

Minimum	0.198
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.198
5-th percentile	0.1991
Q1	0.2
median	0.2
Q3	0.2069
95-th percentile	0.898
Maximum	0.9
Range	0.702
Interquartile range (IQR)	0.0069

Descriptive statistics

Standard deviation	0.28835765
Coefficient of variation (CV)	0.81262397
Kurtosis	-0.20592393
Mean	0.35484758
Median Absolute Deviation (MAD)	0.0003
Skewness	1.3370905
Sum	104865.98
Variance	0.083150132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	127801	43.2%
0.898	33851	11.5%
0.199	12893	4.4%
0.1993	6390	2.2%
0.1996	6309	2.1%
0.1998	6302	2.1%
0.1992	6281	2.1%
0.1995	6272	2.1%
0.1997	6262	2.1%
0.1994	6249	2.1%
Other values (1710)	76914	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.198	1	< 0.1%
0.1981	4	< 0.1%
0.1982	5	< 0.1%
0.1983	7	< 0.1%
0.1984	5	< 0.1%
0.1985	7	< 0.1%
0.1986	2	< 0.1%
0.1987	2	< 0.1%
0.1988	3	< 0.1%
0.1989	9	< 0.1%

Value	Count	Frequency (%)
0.9	1	< 0.1%
0.8998	2	< 0.1%
0.8997	2	< 0.1%
0.8995	1	< 0.1%
0.8994	1	< 0.1%
0.8993	1	< 0.1%
0.8991	1	< 0.1%
0.899	1723	0.6%
0.8989	1042	0.4%
0.8988	1084	0.4%

R1 (MOhm)
Real number (ℝ)

Distinct	8488
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.279101

Minimum	0.0327
Maximum	116.4568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0327
5-th percentile	0.0788
Q1	0.4204
median	1.9655
Q3	28.6645
95-th percentile	69.1448
Maximum	116.4568
Range	116.4241
Interquartile range (IQR)	28.2441

Descriptive statistics

Standard deviation	23.669193
Coefficient of variation (CV)	1.4539619
Kurtosis	0.86066447
Mean	16.279101
Median Absolute Deviation (MAD)	1.8836
Skewness	1.4186521
Sum	4810865.1
Variance	560.23068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.9176	768	0.3%
70.2486	743	0.3%
73.1111	726	0.2%
69.1448	715	0.2%
71.3877	707	0.2%
72.5638	706	0.2%
73.7788	705	0.2%
70.7619	694	0.2%
68.0747	690	0.2%
68.5571	667	0.2%
Other values (8478)	288403	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0327	2	< 0.1%
0.0328	1	< 0.1%
0.0331	1	< 0.1%
0.0335	1	< 0.1%
0.0336	1	< 0.1%
0.0338	5	< 0.1%
0.0339	1	< 0.1%
0.0341	1	< 0.1%
0.0344	1	< 0.1%
0.0346	1	< 0.1%

Value	Count	Frequency (%)
116.4568	2	< 0.1%
114.818	4	< 0.1%
113.4868	5	< 0.1%
111.9292	10	< 0.1%
110.6632	17	< 0.1%
109.181	22	< 0.1%
107.9756	23	< 0.1%
106.5634	41	< 0.1%
105.4143	32	< 0.1%
104.0673	54	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8241
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.270412

Minimum	0.0571
Maximum	138.1101
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0571
5-th percentile	0.1403
Q1	0.4931
median	1.4924
Q3	32.1377
95-th percentile	78.3034
Maximum	138.1101
Range	138.053
Interquartile range (IQR)	31.6446

Descriptive statistics

Standard deviation	27.345841
Coefficient of variation (CV)	1.4967282
Kurtosis	0.33743925
Mean	18.270412
Median Absolute Deviation (MAD)	1.3504
Skewness	1.3352752
Sum	5399345.2
Variance	747.79501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79.7171	1133	0.4%
82.004	1123	0.4%
78.3034	1101	0.4%
80.5097	1077	0.4%
79.0683	1071	0.4%
81.1822	1062	0.4%
76.3332	1027	0.3%
76.9383	1021	0.3%
77.677	998	0.3%
82.7015	976	0.3%
Other values (8231)	284935	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0571	1	< 0.1%
0.0582	1	< 0.1%
0.0585	1	< 0.1%
0.0586	3	< 0.1%
0.0587	1	< 0.1%
0.0596	2	< 0.1%
0.0598	1	< 0.1%
0.0601	1	< 0.1%
0.0603	1	< 0.1%
0.0605	2	< 0.1%

Value	Count	Frequency (%)
138.1101	1	< 0.1%
135.8172	1	< 0.1%
124.4448	1	< 0.1%
122.8846	1	< 0.1%
119.5851	1	< 0.1%
117.8584	3	< 0.1%
116.4568	1	< 0.1%
114.818	3	< 0.1%
113.4868	7	< 0.1%
111.9292	10	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8233
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.772374

Minimum	0.0534
Maximum	171.4839
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0534
5-th percentile	0.1119
Q1	0.5988
median	4.5118
Q3	46.3331
95-th percentile	81.51
Maximum	171.4839
Range	171.4305
Interquartile range (IQR)	45.7343

Descriptive statistics

Standard deviation	28.938472
Coefficient of variation (CV)	1.270771
Kurtosis	-0.40596553
Mean	22.772374
Median Absolute Deviation (MAD)	4.3981
Skewness	1.0124215
Sum	6729783.1
Variance	837.43517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.0507	1186	0.4%
83.7703	1182	0.4%
84.6501	1145	0.4%
82.2033	1111	0.4%
81.51	1111	0.4%
80.6932	1079	0.4%
85.3974	1073	0.4%
80.0247	1073	0.4%
79.2369	1052	0.4%
78.592	1010	0.3%
Other values (8223)	284502	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0534	1	< 0.1%
0.0547	1	< 0.1%
0.0553	1	< 0.1%
0.0562	1	< 0.1%
0.0567	1	< 0.1%
0.0572	1	< 0.1%
0.0576	1	< 0.1%
0.0578	2	< 0.1%
0.0579	1	< 0.1%
0.0581	1	< 0.1%

Value	Count	Frequency (%)
171.4839	1	< 0.1%
162.3763	1	< 0.1%
131.01	1	< 0.1%
120.3335	1	< 0.1%
118.8647	1	< 0.1%
115.7553	3	< 0.1%
112.8031	4	< 0.1%
111.2549	10	< 0.1%
109.9965	23	< 0.1%
108.5233	44	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7615
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.719763

Minimum	0.0404
Maximum	84.5361
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0404
5-th percentile	0.1018
Q1	2.0442
median	22.1943
Q3	35.1038
95-th percentile	52.5578
Maximum	84.5361
Range	84.4957
Interquartile range (IQR)	33.0596

Descriptive statistics

Standard deviation	17.966655
Coefficient of variation (CV)	0.82720311
Kurtosis	-0.8371516
Mean	21.719763
Median Absolute Deviation (MAD)	15.9153
Skewness	0.35194277
Sum	6418711.2
Variance	322.8007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.7712	1025	0.3%
34.5923	1013	0.3%
34.2691	1012	0.3%
34.9216	1000	0.3%
36.1399	993	0.3%
35.1038	990	0.3%
33.3338	986	0.3%
38.1853	985	0.3%
33.9517	985	0.3%
34.1241	982	0.3%
Other values (7605)	285553	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0404	2	< 0.1%
0.0408	2	< 0.1%
0.0413	1	< 0.1%
0.0418	2	< 0.1%
0.0419	2	< 0.1%
0.042	1	< 0.1%
0.0423	2	< 0.1%
0.0424	2	< 0.1%
0.0425	3	< 0.1%
0.0426	1	< 0.1%

Value	Count	Frequency (%)
84.5361	1	< 0.1%
83.6839	2	< 0.1%
82.6836	3	< 0.1%
81.8678	10	< 0.1%
80.9098	8	< 0.1%
80.1281	18	< 0.1%
79.2097	16	< 0.1%
78.4601	32	< 0.1%
77.5789	40	< 0.1%
76.8594	56	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7880
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.387215

Minimum	0.048
Maximum	126.116
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.048
5-th percentile	0.115
Q1	1.8479
median	33.8587
Q3	52.7357
95-th percentile	80.3481
Maximum	126.116
Range	126.068
Interquartile range (IQR)	50.8878

Descriptive statistics

Standard deviation	27.703945
Coefficient of variation (CV)	0.85539757
Kurtosis	-0.99552408
Mean	32.387215
Median Absolute Deviation (MAD)	25.6832
Skewness	0.33774941
Sum	9571199.4
Variance	767.50857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.8555	1362	0.5%
49.4117	1319	0.4%
51.7661	1312	0.4%
51.4875	1301	0.4%
50.296	1298	0.4%
48.6068	1297	0.4%
49.9804	1296	0.4%
51.1571	1290	0.4%
48.3116	1282	0.4%
49.1574	1281	0.4%
Other values (7870)	282486	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.048	1	< 0.1%
0.0483	1	< 0.1%
0.049	3	< 0.1%
0.0491	1	< 0.1%
0.0492	1	< 0.1%
0.0494	1	< 0.1%
0.0496	1	< 0.1%
0.0499	1	< 0.1%
0.05	1	< 0.1%
0.0502	1	< 0.1%

Value	Count	Frequency (%)
126.116	2	< 0.1%
124.1949	2	< 0.1%
122.6378	3	< 0.1%
120.8197	11	< 0.1%
119.345	11	< 0.1%
117.6218	8	< 0.1%
116.223	26	< 0.1%
114.5874	23	< 0.1%
113.2589	56	< 0.1%
111.7044	56	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7867
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.215464

Minimum	0.0483
Maximum	159.1677
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0483
5-th percentile	0.1239
Q1	1.5728
median	23.8267
Q3	50.4951
95-th percentile	79.1164
Maximum	159.1677
Range	159.1194
Interquartile range (IQR)	48.9223

Descriptive statistics

Standard deviation	27.491801
Coefficient of variation (CV)	0.9410017
Kurtosis	-0.89771492
Mean	29.215464
Median Absolute Deviation (MAD)	23.6626
Skewness	0.5377608
Sum	8633870.9
Variance	755.79914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79.9474	1201	0.4%
80.6531	1199	0.4%
49.2798	1176	0.4%
79.1164	1167	0.4%
49.0116	1155	0.4%
50.4951	1146	0.4%
47.8646	1132	0.4%
50.2138	1127	0.4%
47.5609	1122	0.4%
48.4314	1121	0.4%
Other values (7857)	283978	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0483	1	< 0.1%
0.0484	1	< 0.1%
0.0485	1	< 0.1%
0.0488	2	< 0.1%
0.0495	1	< 0.1%
0.0497	2	< 0.1%
0.05	2	< 0.1%
0.0501	1	< 0.1%
0.0502	2	< 0.1%
0.0503	1	< 0.1%

Value	Count	Frequency (%)
159.1677	1	< 0.1%
125.7588	1	< 0.1%
118.6302	1	< 0.1%
116.8232	1	< 0.1%
115.3585	5	< 0.1%
113.6483	12	< 0.1%
112.2611	18	< 0.1%
110.6402	29	< 0.1%
109.3244	47	< 0.1%
107.7859	98	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7790
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.506171

Minimum	0.0528
Maximum	156.3368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0528
5-th percentile	0.1223
Q1	1.9488
median	32.8708
Q3	53.3574
95-th percentile	81.3453
Maximum	156.3368
Range	156.284
Interquartile range (IQR)	51.4086

Descriptive statistics

Standard deviation	27.990894
Coefficient of variation (CV)	0.8610948
Kurtosis	-1.0491188
Mean	32.506171
Median Absolute Deviation (MAD)	26.14
Skewness	0.34205402
Sum	9606353.6
Variance	783.49017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.5778	1353	0.5%
49.9924	1336	0.5%
51.7898	1323	0.4%
49.6787	1293	0.4%
48.8606	1289	0.4%
50.8483	1275	0.4%
49.1134	1274	0.4%
53.0601	1273	0.4%
49.4202	1270	0.4%
52.7077	1260	0.4%
Other values (7780)	282578	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0528	1	< 0.1%
0.0532	1	< 0.1%
0.0534	1	< 0.1%
0.0535	1	< 0.1%
0.054	2	< 0.1%
0.0544	1	< 0.1%
0.0547	2	< 0.1%
0.0549	1	< 0.1%
0.055	1	< 0.1%
0.0552	1	< 0.1%

Value	Count	Frequency (%)
156.3368	1	< 0.1%
138.9553	1	< 0.1%
130.7453	1	< 0.1%
121.8976	1	< 0.1%
115.5214	3	< 0.1%
113.8957	9	< 0.1%
112.5752	14	< 0.1%
111.0301	27	< 0.1%
109.7743	61	< 0.1%
108.304	61	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6268
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.020719

Minimum	0.0334
Maximum	111.2174
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0334
5-th percentile	0.0997
Q1	12.2808
median	27.9494
Q3	42.1236
95-th percentile	63.5216
Maximum	111.2174
Range	111.184
Interquartile range (IQR)	29.8428

Descriptive statistics

Standard deviation	20.513008
Coefficient of variation (CV)	0.73206573
Kurtosis	-0.76429631
Mean	28.020719
Median Absolute Deviation (MAD)	14.5317
Skewness	0.18330203
Sum	8280794.9
Variance	420.7835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1005	1030	0.3%
47.0913	1018	0.3%
0.1003	1004	0.3%
51.6712	998	0.3%
47.3955	995	0.3%
53.0355	991	0.3%
46.0081	990	0.3%
47.6519	989	0.3%
49.415	989	0.3%
48.5445	986	0.3%
Other values (6258)	285534	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0334	1	< 0.1%
0.0335	1	< 0.1%
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.0341	2	< 0.1%
0.0342	2	< 0.1%
0.0343	1	< 0.1%
0.0344	3	< 0.1%
0.0345	2	< 0.1%
0.0346	2	< 0.1%

Value	Count	Frequency (%)
111.2174	1	< 0.1%
99.1944	1	< 0.1%
96.8414	1	< 0.1%
95.604	4	< 0.1%
94.5965	2	< 0.1%
93.4149	3	< 0.1%
92.4523	5	< 0.1%
91.3229	7	< 0.1%
90.4024	6	< 0.1%
89.3217	9	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6179
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.818831

Minimum	0.0289
Maximum	89.5884
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0289
5-th percentile	0.0967
Q1	8.3959
median	22.298
Q3	36.6026
95-th percentile	57.946
Maximum	89.5884
Range	89.5595
Interquartile range (IQR)	28.2067

Descriptive statistics

Standard deviation	18.67467
Coefficient of variation (CV)	0.78402966
Kurtosis	-0.69548603
Mean	23.818831
Median Absolute Deviation (MAD)	14.2491
Skewness	0.394876
Sum	7039036.3
Variance	348.74331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0972	3137	1.1%
0.0973	3019	1.0%
0.0975	2957	1.0%
0.0971	2892	1.0%
0.097	2753	0.9%
0.0976	2716	0.9%
0.0977	2563	0.9%
0.0968	2526	0.9%
0.0978	2355	0.8%
0.0967	2332	0.8%
Other values (6169)	268274	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0289	1	< 0.1%
0.0296	1	< 0.1%
0.0297	3	< 0.1%
0.0298	1	< 0.1%
0.0299	5	< 0.1%
0.03	4	< 0.1%
0.0301	4	< 0.1%
0.0302	3	< 0.1%
0.0303	3	< 0.1%
0.0304	3	< 0.1%

Value	Count	Frequency (%)
89.5884	1	< 0.1%
79.4435	1	< 0.1%
78.6328	3	< 0.1%
77.9697	1	< 0.1%
77.1883	3	< 0.1%
76.5489	6	< 0.1%
75.7953	8	< 0.1%
75.1784	8	< 0.1%
74.4511	11	< 0.1%
73.8555	16	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6404
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.10688

Minimum	0.0368
Maximum	103.4404
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0368
5-th percentile	0.1182
Q1	7.734
median	23.9974
Q3	40.6416
95-th percentile	63.7159
Maximum	103.4404
Range	103.4036
Interquartile range (IQR)	32.9076

Descriptive statistics

Standard deviation	20.868025
Coefficient of variation (CV)	0.79933049
Kurtosis	-0.74546228
Mean	26.10688
Median Absolute Deviation (MAD)	16.5172
Skewness	0.41463303
Sum	7715209.7
Variance	435.47448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1199	1950	0.7%
0.1201	1886	0.6%
0.1197	1865	0.6%
0.1198	1864	0.6%
0.1202	1721	0.6%
0.1194	1716	0.6%
0.1195	1715	0.6%
0.1204	1632	0.6%
0.1205	1580	0.5%
0.1193	1569	0.5%
Other values (6394)	278026	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0368	1	< 0.1%
0.0371	3	< 0.1%
0.0373	1	< 0.1%
0.0375	1	< 0.1%
0.0378	1	< 0.1%
0.038	1	< 0.1%
0.0385	2	< 0.1%
0.0386	1	< 0.1%
0.0387	2	< 0.1%
0.0388	3	< 0.1%

Value	Count	Frequency (%)
103.4404	1	< 0.1%
92.5828	2	< 0.1%
91.7066	1	< 0.1%
90.6767	2	< 0.1%
89.8357	7	< 0.1%
88.8467	10	< 0.1%
88.0388	8	< 0.1%
87.0883	13	< 0.1%
86.3116	23	< 0.1%
85.3974	29	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6243
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.091068

Minimum	0.0309
Maximum	98.1088
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0309
5-th percentile	0.108
Q1	10.630525
median	27.7396
Q3	42.984
95-th percentile	64.3359
Maximum	98.1088
Range	98.0779
Interquartile range (IQR)	32.353475

Descriptive statistics

Standard deviation	20.915791
Coefficient of variation (CV)	0.74457087
Kurtosis	-0.82502711
Mean	28.091068
Median Absolute Deviation (MAD)	15.4793
Skewness	0.21238753
Sum	8301584.7
Variance	437.47031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1085	2817	1.0%
0.1086	2792	0.9%
0.1084	2771	0.9%
0.1088	2660	0.9%
0.1089	2482	0.8%
0.1082	2451	0.8%
0.1081	2222	0.8%
0.109	2188	0.7%
0.108	1895	0.6%
0.1092	1703	0.6%
Other values (6233)	271543	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0309	1	< 0.1%
0.0311	1	< 0.1%
0.0312	3	< 0.1%
0.0313	2	< 0.1%
0.0316	1	< 0.1%
0.0317	3	< 0.1%
0.0318	1	< 0.1%
0.0319	3	< 0.1%
0.032	1	< 0.1%
0.0321	4	< 0.1%

Value	Count	Frequency (%)
98.1088	1	< 0.1%
95.9797	1	< 0.1%
90.9514	1	< 0.1%
90.1079	2	< 0.1%
89.1159	5	< 0.1%
88.3056	20	< 0.1%
87.3522	26	< 0.1%
86.5731	36	< 0.1%
85.6562	26	< 0.1%
84.9067	46	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6306
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.188752

Minimum	0.0336
Maximum	96.173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0336
5-th percentile	0.1076
Q1	9.8179
median	26.476
Q3	40.2571
95-th percentile	56.9212
Maximum	96.173
Range	96.1394
Interquartile range (IQR)	30.4392

Descriptive statistics

Standard deviation	19.135114
Coefficient of variation (CV)	0.73066155
Kurtosis	-0.82007794
Mean	26.188752
Median Absolute Deviation (MAD)	14.3709
Skewness	0.14033781
Sum	7739404.8
Variance	366.1526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1088	1303	0.4%
0.1087	1247	0.4%
0.109	1244	0.4%
0.1093	1226	0.4%
0.1086	1223	0.4%
0.1091	1193	0.4%
0.1084	1151	0.4%
0.1094	1131	0.4%
0.1099	1108	0.4%
0.1095	1071	0.4%
Other values (6296)	283627	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0336	3	< 0.1%
0.0337	1	< 0.1%
0.0341	1	< 0.1%
0.0342	2	< 0.1%
0.0343	3	< 0.1%
0.0344	2	< 0.1%
0.0346	3	< 0.1%
0.0347	2	< 0.1%
0.035	4	< 0.1%
0.0351	5	< 0.1%

Value	Count	Frequency (%)
96.173	1	< 0.1%
90.2894	1	< 0.1%
88.4834	1	< 0.1%
87.5281	2	< 0.1%
86.7475	1	< 0.1%
85.8287	5	< 0.1%
85.0777	8	< 0.1%
84.1934	10	< 0.1%
83.4702	26	< 0.1%
82.6184	33	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6389
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.004212

Minimum	0.0338
Maximum	98.2095
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0338
5-th percentile	0.1011
Q1	7.8857
median	22.0497
Q3	35.3528
95-th percentile	54.173
Maximum	98.2095
Range	98.1757
Interquartile range (IQR)	27.4671

Descriptive statistics

Standard deviation	17.653981
Coefficient of variation (CV)	0.76742385
Kurtosis	-0.69999399
Mean	23.004212
Median Absolute Deviation (MAD)	13.543
Skewness	0.3275863
Sum	6798296.7
Variance	311.66304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1031	1213	0.4%
0.103	1201	0.4%
0.1029	1173	0.4%
0.1026	1151	0.4%
0.1027	1148	0.4%
0.1032	1133	0.4%
0.1034	1085	0.4%
0.1025	1081	0.4%
0.1035	1075	0.4%
0.1038	1075	0.4%
Other values (6379)	284189	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0338	1	< 0.1%
0.0339	1	< 0.1%
0.0341	1	< 0.1%
0.0342	2	< 0.1%
0.0343	2	< 0.1%
0.0345	1	< 0.1%
0.0348	1	< 0.1%
0.0349	2	< 0.1%
0.035	3	< 0.1%
0.0351	1	< 0.1%

Value	Count	Frequency (%)
98.2095	1	< 0.1%
93.9967	2	< 0.1%
78.7567	1	< 0.1%
76.7411	2	< 0.1%
76.0113	3	< 0.1%
75.4135	3	< 0.1%
74.7083	9	< 0.1%
74.1305	18	< 0.1%
73.4487	21	< 0.1%
72.8899	28	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6195
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.017023

Minimum	0.0319
Maximum	99.8467
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0319
5-th percentile	0.1071
Q1	9.723975
median	27.3206
Q3	45.285
95-th percentile	68.9791
Maximum	99.8467
Range	99.8148
Interquartile range (IQR)	35.561025

Descriptive statistics

Standard deviation	22.438188
Coefficient of variation (CV)	0.77327671
Kurtosis	-0.90551839
Mean	29.017023
Median Absolute Deviation (MAD)	17.7033
Skewness	0.29742818
Sum	8575226.8
Variance	503.47229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1078	2555	0.9%
0.1077	2546	0.9%
0.1079	2538	0.9%
0.1075	2525	0.9%
0.1082	2473	0.8%
0.108	2445	0.8%
0.1074	2403	0.8%
0.1083	2267	0.8%
0.1072	2192	0.7%
0.1071	1938	0.7%
Other values (6185)	271642	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0319	1	< 0.1%
0.0322	1	< 0.1%
0.0324	2	< 0.1%
0.0325	3	< 0.1%
0.0326	1	< 0.1%
0.0327	1	< 0.1%
0.0328	3	< 0.1%
0.0329	1	< 0.1%
0.033	1	< 0.1%
0.0332	2	< 0.1%

Value	Count	Frequency (%)
99.8467	1	< 0.1%
90.595	1	< 0.1%
88.7468	2	< 0.1%
87.7697	2	< 0.1%
86.9716	2	< 0.1%
86.0327	4	< 0.1%
85.2654	6	< 0.1%
84.3623	9	< 0.1%
83.6241	26	< 0.1%
82.7549	47	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	49.7300	26.4600	242.4304	0.8980	0.0876	0.1436	0.1209	0.1047	0.1192	0.1272	0.1282	0.1087	0.0998	0.1217	0.1115	0.1153	0.1080	0.1102
1	0.310	49.7300	26.4600	241.4122	0.8980	0.0891	0.1449	0.1231	0.1058	0.1210	0.1280	0.1299	0.1090	0.0998	0.1219	0.1113	0.1152	0.1080	0.1102
2	0.619	49.7300	26.4600	241.1221	0.8981	0.0904	0.1462	0.1249	0.1069	0.1225	0.1290	0.1314	0.1088	0.0996	0.1220	0.1112	0.1149	0.1083	0.1102
3	0.927	49.7300	26.4600	240.8329	0.8980	0.0917	0.1475	0.1267	0.1077	0.1239	0.1296	0.1328	0.1090	0.0996	0.1220	0.1110	0.1151	0.1080	0.1100
4	1.236	49.7301	26.4605	240.5570	0.8980	0.0927	0.1488	0.1279	0.1084	0.1253	0.1304	0.1338	0.1090	0.0996	0.1219	0.1109	0.1149	0.1082	0.1099
5	1.544	49.7332	26.4728	240.6353	0.8984	0.0936	0.1496	0.1295	0.1092	0.1262	0.1312	0.1350	0.1090	0.0995	0.1219	0.1109	0.1148	0.1083	0.1099
6	1.853	49.7363	26.4852	240.7138	0.8980	0.0946	0.1505	0.1304	0.1099	0.1272	0.1317	0.1359	0.1090	0.0994	0.1219	0.1107	0.1147	0.1082	0.1100
7	2.161	49.7394	26.4975	240.7920	0.8987	0.0951	0.1515	0.1314	0.1105	0.1282	0.1323	0.1365	0.1090	0.0995	0.1217	0.1105	0.1147	0.1084	0.1099
8	2.468	49.7400	26.5000	240.7929	0.8981	0.0960	0.0944	0.1501	0.1167	0.1903	0.2205	0.3350	0.0507	0.0557	0.0944	0.1537	0.3433	0.5861	0.6708
9	2.778	49.7400	26.5000	240.7737	0.2159	0.4887	1.3246	2.2366	1.6018	2.3427	2.6803	3.5852	3.6559	3.7965	4.7545	7.8180	11.4581	12.8557	16.7909

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295514	90906.810	61.27	26.3	0.5958	0.2000	45.6332	51.5911	53.1675	28.1797	50.2960	49.6055	55.0846	70.1254	53.7929	64.1416	62.4980	56.9212	51.2453	58.5835
295515	90907.117	61.27	26.3	0.1540	0.2000	40.8879	48.1649	53.4654	27.9625	51.7661	47.8646	49.4202	62.5385	53.7929	67.6646	67.8697	56.9212	48.6628	67.8952
295516	90907.427	61.27	26.3	0.0000	0.1994	37.8193	45.6332	48.4112	26.9235	45.7605	46.2396	48.8606	66.0689	53.1055	62.3092	61.2250	56.1889	38.2192	67.8952
295517	90907.735	61.27	26.3	0.0000	0.2000	35.4875	40.2975	48.1171	26.8327	48.0682	45.9557	46.2395	60.6597	55.2214	65.0981	67.8697	55.4749	48.1178	66.8445
295518	90908.044	61.27	26.3	0.0000	0.1997	33.5394	35.6216	44.8858	26.2483	44.8125	44.9433	46.7415	73.2341	53.7929	62.3092	60.3791	57.6725	48.9146	68.3837
295519	90908.353	61.27	26.3	0.0000	0.2000	31.4259	30.5230	41.8301	25.4084	44.3527	43.0443	45.7480	63.5216	56.3775	64.1416	61.6173	56.1889	48.9146	67.8952
295520	90908.663	61.27	26.3	0.0000	0.2000	29.3699	25.3114	39.5174	25.4084	43.0273	42.5939	45.2667	63.9786	55.9641	63.7159	59.4820	55.7972	47.5846	68.3837
295521	90908.971	61.27	26.3	0.0000	0.1992	25.2283	20.1955	35.2737	25.7715	41.9991	41.5264	44.0850	62.0148	57.9460	60.5772	66.8349	54.7785	48.1178	68.3837
295522	90909.279	61.27	26.3	0.0000	0.2000	22.0276	15.5764	31.9441	24.5427	42.1858	37.1350	43.1980	59.7614	58.7630	64.1416	58.6825	55.4749	47.2986	68.3837
295523	90909.588	61.27	26.3	0.0000	0.2000	18.6722	11.7308	27.8394	24.7112	41.1962	40.0738	43.4365	60.6597	57.1512	59.7462	59.9272	54.0991	47.0629	67.3181

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample